{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "76dce373-0d28-4ce5-bbe0-65eb9ccbe866",
   "metadata": {},
   "source": [
    "# Question 41-50\n",
    "\n",
    "- 41. Cannyエッジ検出 (Step.1) エッジ強度\n",
    "- 42. Cannyエッジ検出 (Step.2) 細線化\n",
    "- 43. Cannyエッジ検出 (Step.3) ヒステリシス閾処理\n",
    "- 44. Hough変換・直線検出 (Step.1) Hough変換\n",
    "- 45. Hough変換・直線検出 (Step.2) NMS\n",
    "- 46. Hough変換・直線検出 (Step.3) Hough逆変換\n",
    "- 47. モルフォロジー処理(膨張)\n",
    "- 48. モルフォロジー処理(収縮)\n",
    "- 49. オープニング処理\n",
    "- 50. クロージング処理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6f3bb529-6270-4ad2-9f47-8f1b11028fa9",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import cv2\n",
    "from skimage import io\n",
    "\n",
    "img_orig = io.imread('https://yoyoyo-yo.github.io/Gasyori100knock/dataset/images/imori_256x256.png')\n",
    "img_gray = cv2.cvtColor(img_orig, cv2.COLOR_RGB2GRAY)\n",
    "img_128 = io.imread('https://yoyoyo-yo.github.io/Gasyori100knock/dataset/images/imori_128x128.png')\n",
    "img_gray_128 = cv2.cvtColor(img_128, cv2.COLOR_RGB2GRAY)\n",
    "img_noise = io.imread('https://yoyoyo-yo.github.io/Gasyori100knock/dataset/images/imori_256x256_noise.png')\n",
    "img_dark = io.imread('https://yoyoyo-yo.github.io/Gasyori100knock/dataset/images/imori_256x256_dark.png')\n",
    "img_dark_gray = cv2.cvtColor(img_dark, cv2.COLOR_RGB2GRAY)\n",
    "img_light = io.imread('https://yoyoyo-yo.github.io/Gasyori100knock/dataset/images/imori_256x256_light.png')\n",
    "img_light_gray = cv2.cvtColor(img_light, cv2.COLOR_RGB2GRAY)\n",
    "\n",
    "img_thorino = io.imread('https://yoyoyo-yo.github.io/Gasyori100knock/dataset/images/thorino.jpg')\n",
    "img_thorino_gray = cv2.cvtColor(img_thorino, cv2.COLOR_RGB2GRAY)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "295e890c-b7c2-49da-8b55-0a679996f4cd",
   "metadata": {},
   "source": [
    "# Q.41. Cannyエッジ検出 (Step.1) エッジ強度\n",
    "\n",
    "Q.41 - 43 ではエッジ検出手法の一つであるCanny法の理論となる。\n",
    "\n",
    "Canny法は、\n",
    "1. ガウシアンフィルタを掛ける\n",
    "2. x, y方向のSobelフィルタを掛け、それらからエッジ強度とエッジ勾配を求める\n",
    "3. エッジ勾配の値から、Non-maximum suppression によりエッジの細線化を行う\n",
    "4. ヒステリシスによる閾値処理を行う\n",
    "\n",
    "以上により、画像からエッジ部分を抜き出す手法である。\n",
    "\n",
    "ここでは、1と2の処理を実装する。\n",
    "\n",
    "処理手順は、\n",
    "1. 画像をグレースケール化する\n",
    "2. ガウシアンフィルタ(5x5, s=1.4)をかける\n",
    "3. x方向、y方向のsobelフィルタを掛け、画像の勾配画像fx, fyを求め、勾配強度と勾配角度を次式で求める。\n",
    "\n",
    "```bash\n",
    "勾配強度 edge = sqrt(fx^2 + fy^2)\n",
    "勾配角度 angle = arctan(fy / fx)\n",
    "```\n",
    "\n",
    "4. 勾配角度を次式に沿って、量子化する。\n",
    "\n",
    "ただし、angleはradianから角度(degree)にして、-22.5から157.5の範囲をとるように値が修正してから、以下の計算を行う。\n",
    "\n",
    "```bash\n",
    "angle = {   0  (if -22.5 < angle <= 22.5)\n",
    "           45  (if 22.5 < angle <= 67.5)\n",
    "           90  (if 67.5 < angle <= 112.5)\n",
    "          135  (if 112.5 < angle <= 157.5)\n",
    "```\n",
    "\n",
    "ここではガウシアンフィルタとsobelはopencvの関数を使う。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5cc0447b-b2e5-4043-bd32-6b4742db889e",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def get_edge_angle(fx, fy):\n",
    "    edge = np.sqrt(np.power(fx, 2) + np.power(fy, 2))\n",
    "    fx = np.maximum(fx, 1e-5)\n",
    "    angle = np.arctan(fy / fx)\n",
    "    return edge, angle\n",
    "\n",
    "\n",
    "def angle_quantization(angle):\n",
    "    angle = angle / np.pi * 180\n",
    "    angle[angle < -22.5] = 180 + angle[angle < -22.5]\n",
    "    _angle = np.zeros_like(angle, dtype=np.uint8)\n",
    "    _angle[np.where(angle <= 22.5)] = 0\n",
    "    _angle[np.where((angle > 22.5) & (angle <= 67.5))] = 45\n",
    "    _angle[np.where((angle > 67.5) & (angle <= 112.5))] = 90\n",
    "    _angle[np.where((angle > 112.5) & (angle <= 157.5))] = 135\n",
    "    return _angle\n",
    "\n",
    "\n",
    "# gaussian filtering\n",
    "gaussian = cv2.GaussianBlur(img_gray, (5, 5), 1.4)\n",
    "fx = cv2.Sobel(gaussian, cv2.CV_32F, 1, 0, ksize=3)\n",
    "fy = cv2.Sobel(gaussian, cv2.CV_32F, 0, 1, ksize=3)\n",
    "\n",
    "# get edge strength, angle\n",
    "edge, angle = get_edge_angle(fx, fy)\n",
    "\n",
    "# angle quantization\n",
    "angle = angle_quantization(angle)\n",
    "\n",
    "plt.subplot(1, 3, 1)\n",
    "plt.title(\"input\")\n",
    "plt.imshow(img_gray, cmap=\"gray\")\n",
    "plt.subplot(1, 3, 2)\n",
    "plt.title(\"edge\")\n",
    "plt.imshow(edge, cmap=\"gray\")\n",
    "plt.subplot(1, 3, 3)\n",
    "plt.title(\"angle\")\n",
    "plt.imshow(angle, cmap=\"gray\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d6d0aa33-a0f1-4430-bd86-738f9cb70023",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0,  0,  0, ...,  0,  0,  0],\n",
       "       [90, 90, 90, ..., 90, 90, 90],\n",
       "       [90, 90, 90, ..., 90, 90, 90],\n",
       "       ...,\n",
       "       [90, 90, 90, ..., 90, 90, 90],\n",
       "       [90, 90, 90, ..., 90, 90, 90],\n",
       "       [ 0,  0,  0, ...,  0,  0,  0]], dtype=uint8)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "angle"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51211db7-a640-4594-8969-e057ee9b065d",
   "metadata": {},
   "source": [
    "# Q.42. Cannyエッジ検出 (Step.2) 細線化\n",
    "\n",
    "ここでは3を実装する。\n",
    "\n",
    "Q.41で求めた勾配角度から、Non-maximum suppressionを行い、エッジ線を細くする（細線化）。\n",
    "\n",
    "Non-maximum suppression(NMS)とは非最大値以外を除去する作業の総称である。（他のタスクでもこの名前はよく出る）\n",
    "\n",
    "ここでは、注目している箇所の勾配角度の法線方向の隣接ピクセルの３つの勾配強度を比較して、最大値ならそのまま値をいじらずに、最大値でなければ強度を0にする、\n",
    "\n",
    "つまり、勾配強度edge(x,y)に注目している際に、勾配角度angle(x,y)によって次式のようにedge(x,y)を変更する。\n",
    "\n",
    "```python\n",
    "if angle(x,y)  = 0\n",
    " if edge(x,y), edge(x-1,y), edge(x+1,y)で edge(x,y)が最大じゃない\n",
    "  then edge(x,y) = 0\n",
    "if angle(x,y)  = 45\n",
    " if edge(x,y), edge(x-1,y+1), edge(x+1,y-1)で edge(x,y)が最大じゃない\n",
    "  then edge(x,y) = 0\n",
    "if angle(x,y)  = 90\n",
    " if edge(x,y), edge(x,y-1), edge(x,y+1)で edge(x,y)が最大じゃない\n",
    "  then edge(x,y) = 0\n",
    "if angle(x,y)  = 135\n",
    " if edge(x,y), edge(x-1,y-1), edge(x+1,y+1)で edge(x,y)が最大じゃない\n",
    "  then edge(x,y) = 0\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a0cb181c-d956-4222-a972-08faa8c9e90a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def non_maximum_suppression(angle, edge):\n",
    "    H, W = angle.shape\n",
    "    _edge = edge.copy()\n",
    "\n",
    "    for y in range(H):\n",
    "        for x in range(W):\n",
    "            if angle[y, x] == 0:\n",
    "                dx1, dy1, dx2, dy2 = -1, 0, 1, 0\n",
    "            elif angle[y, x] == 45:\n",
    "                dx1, dy1, dx2, dy2 = -1, 1, 1, -1\n",
    "            elif angle[y, x] == 90:\n",
    "                dx1, dy1, dx2, dy2 = 0, -1, 0, 1\n",
    "            elif angle[y, x] == 135:\n",
    "                dx1, dy1, dx2, dy2 = -1, -1, 1, 1\n",
    "            if x == 0:\n",
    "                dx1 = max(dx1, 0)\n",
    "                dx2 = max(dx2, 0)\n",
    "            if x == W-1:\n",
    "                dx1 = min(dx1, 0)\n",
    "                dx2 = min(dx2, 0)\n",
    "            if y == 0:\n",
    "                dy1 = max(dy1, 0)\n",
    "                dy2 = max(dy2, 0)\n",
    "            if y == H-1:\n",
    "                dy1 = min(dy1, 0)\n",
    "                dy2 = min(dy2, 0)\n",
    "            if max(max(edge[y, x], edge[y + dy1, x + dx1]), edge[y + dy2, x + dx2]) != edge[y, x]:\n",
    "                _edge[y, x] = 0\n",
    "                        \n",
    "    return _edge\n",
    "                        \n",
    "edge_nms = non_maximum_suppression(angle, edge)\n",
    "\n",
    "plt.subplot(1, 3, 1)\n",
    "plt.title(\"input\")\n",
    "plt.imshow(img_gray, cmap=\"gray\")\n",
    "plt.subplot(1, 3, 2)\n",
    "plt.title(\"edge before nms\")\n",
    "plt.imshow(edge, cmap=\"gray\")\n",
    "plt.subplot(1, 3, 3)\n",
    "plt.title(\"edge\")\n",
    "plt.imshow(edge_nms, cmap=\"gray\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4f9f727c-cb5d-4d02-b4b9-6344d6da3fca",
   "metadata": {},
   "source": [
    "# Q.43. Cannyエッジ検出 (Step.3) ヒステリシス閾処理\n",
    "ここでは4を実装する。これがCanny法の最後である。\n",
    "\n",
    "ここでは、閾値により勾配強度の二値化を行うがCanny法では二つの閾値(HT: high thoresholdとLT: low threshold)を用いる。\n",
    "\n",
    "はじめに、\n",
    "\n",
    "- 勾配強度edge(x,y)がHT以上の場合はedge(x,y)=255\n",
    "- LT以下のedge(x,y)=0\n",
    "LT < edge(x,y) < HTの時、周り８ピクセルの勾配強度でHTより大きい値が存在すれば、edge(x,y)=255\n",
    "ここでは、HT=50, LT=20とする。ちなみに閾値の値は結果を見ながら判断するしかない。\n",
    "\n",
    "以上のアルゴリズムによって、Canny法が行われる。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "de60555a-cf64-49da-a5ca-372c82d26422",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def hysterisis(edge, HT=100, LT=30):\n",
    "    H, W = edge.shape\n",
    "\n",
    "    # Histeresis threshold\n",
    "    edge[edge >= HT] = 255\n",
    "    edge[edge <= LT] = 0\n",
    "\n",
    "    _edge = np.zeros((H + 2, W + 2), dtype=np.float32)\n",
    "    _edge[1 : H + 1, 1 : W + 1] = edge\n",
    "\n",
    "    ## 8 - Nearest neighbor\n",
    "    nn = np.array(((1., 1., 1.), (1., 0., 1.), (1., 1., 1.)), dtype=np.float32)\n",
    "\n",
    "    for y in range(1, H+2):\n",
    "        for x in range(1, W+2):\n",
    "            if _edge[y, x] < LT or _edge[y, x] > HT:\n",
    "                continue\n",
    "            if np.max(_edge[y-1:y+2, x-1:x+2] * nn) >= HT:\n",
    "                _edge[y, x] = 255\n",
    "            else:\n",
    "                _edge[y, x] = 0\n",
    "\n",
    "    edge = _edge[1:H+1, 1:W+1]\n",
    "\n",
    "    return edge\n",
    "\n",
    "out = hysterisis(edge_nms, 50, 20)\n",
    "\n",
    "plt.subplot(1, 3, 1)\n",
    "plt.title(\"input\")\n",
    "plt.imshow(img_gray, cmap=\"gray\")\n",
    "plt.subplot(1, 3, 2)\n",
    "plt.title(\"canny\")\n",
    "plt.imshow(out, cmap=\"gray\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "374d7669-b1db-4192-b8a7-2c080d1f3cb4",
   "metadata": {},
   "source": [
    "# Q.44. Hough変換・直線検出 (Step.1) Hough変換\n",
    "\n",
    "Q.44 - 46 ではHough変換を用いた直線検出を行う。\n",
    "\n",
    "Hough変換とは、座標を直交座標から極座標に変換することにより数式に沿って直線や円など一定の形状を検出する手法である。 ある直線状の点では極座標に変換すると一定のr, tにおいて交わる。 その点が検出すべき直線を表すパラメータであり、このパラメータを逆変換すると直線の方程式を求めることができる。\n",
    "\n",
    "方法としては、\n",
    "\n",
    "エッジ画像(ここではCannyの出力)からエッジのピクセルにおいてHough変換を行う。\n",
    "Hough変換後の値のヒストグラムをとり、極大点を選ぶ。\n",
    "極大点のr, tの値をHough逆変換して検出した直線のパラメータを得る。\n",
    "となる。\n",
    "\n",
    "ここでは、1のHough変換を行いヒストグラムを作成する。\n",
    "\n",
    "アルゴリズムは、\n",
    "\n",
    "画像の対角線の長さrmaxを求める。\n",
    "エッジ箇所(x,y)において、t = 0-179で一度ずつtを変えながら、次式によりHough変換を行う。\n",
    "rho = x * cos(t) + y * sin(t)\n",
    "「ボーティング（投票）」 [2 x rmax, 180]のサイズの表を用意し、1で得たtable(rho, t) に1を足す。２で求めたrhoは[-rmax, rmax]の範囲を取るので、ボーティングの時には注意！\n",
    "ボーティングでは、一定の箇所に集中する。\n",
    "\n",
    "今回はtorino.jpgを用いて、ボーディングした表を図示せよ。 Cannyのパラメータは, gaussian filter(5x5, s=1.4), HT = 100, LT = 30で使用せよ。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "60d76951-bd3e-4fc3-b6a6-614a35e4a501",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def voting(edge):\n",
    "    H, W = edge.shape\n",
    "    drho = 1\n",
    "    dtheta = 1\n",
    "\n",
    "    # get rho max length\n",
    "    rho_max = np.ceil(np.sqrt(H ** 2 + W ** 2)).astype(int)\n",
    "\n",
    "    # hough table\n",
    "    hough = np.zeros((rho_max * 2, 180), dtype=int)\n",
    "\n",
    "    # get index of edge\n",
    "    ind = np.where(edge == 255)\n",
    "\n",
    "    ## hough transformation\n",
    "    for y, x in zip(ind[0], ind[1]):\n",
    "        for theta in range(0, 180, dtheta):\n",
    "            # get polar coordinat4s\n",
    "            t = np.pi / 180 * theta\n",
    "            rho = int(x * np.cos(t) + y * np.sin(t))\n",
    "            # vote\n",
    "            hough[rho + rho_max, theta] += 1\n",
    "\n",
    "    out = hough.astype(np.uint8)\n",
    "    return out\n",
    "\n",
    "gaussian = cv2.GaussianBlur(img_thorino_gray, (5, 5), 1.4)\n",
    "fx = cv2.Sobel(gaussian, cv2.CV_32F, 1, 0, ksize=3)\n",
    "fy = cv2.Sobel(gaussian, cv2.CV_32F, 0, 1, ksize=3)\n",
    "\n",
    "edge, angle = get_edge_angle(fx, fy)\n",
    "angle = angle_quantization(angle)\n",
    "edge_nms = non_maximum_suppression(angle, edge)\n",
    "canny = hysterisis(edge_nms, 50, 20)\n",
    "\n",
    "vote = voting(canny)\n",
    "\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.title(\"input\")\n",
    "plt.imshow(img_thorino)\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.title(\"vote\")\n",
    "plt.imshow(vote)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45b95a15-2cb2-44ba-8ca9-acba8c86a301",
   "metadata": {},
   "source": [
    "# Q.45. Hough変換・直線検出 (Step.2) NMS\n",
    "\n",
    "ここでは2を実装する。\n",
    "\n",
    "Q.44で得られた表では、ある一定の箇所付近に多く投票される。 ここでは、その付近の極大値を抜き出す操作を行え。\n",
    "\n",
    "今回はボーディングが多い箇所を上位20個抜き出し、図示せよ。(C++の解答は上位30個にしてます。なんか20だと同じような結果にらなかったので、、)\n",
    "\n",
    "NMSのアルゴリズムは、\n",
    "\n",
    "表において、周囲8マス(8近傍)より注目ピクセルの得票数が多ければそのまま。\n",
    "注目ピクセルの値が少なければ0にする。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2dc688bf-8730-4cae-916d-de657b1fcf06",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# non maximum suppression\n",
    "def non_maximum_suppression_hough_lines(hough):\n",
    "    rho_max, _ = hough.shape\n",
    "\n",
    "    ## non maximum suppression\n",
    "    for y in range(rho_max):\n",
    "        for x in range(180):\n",
    "            # get 8 nearest neighbor\n",
    "            x1 = max(x-1, 0)\n",
    "            x2 = min(x+2, 180)\n",
    "            y1 = max(y-1, 0)\n",
    "            y2 = min(y+2, rho_max-1)\n",
    "            if np.max(hough[y1:y2, x1:x2]) == hough[y,x] and hough[y, x] != 0:\n",
    "                pass\n",
    "                #hough[y,x] = 255\n",
    "            else:\n",
    "                hough[y,x] = 0\n",
    "\n",
    "    # for hough visualization\n",
    "    # get top-10 x index of hough table\n",
    "    ind_x = np.argsort(hough.ravel())[::-1][:20]\n",
    "    # get y index\n",
    "    ind_y = ind_x.copy()\n",
    "    thetas = ind_x % 180\n",
    "    rhos = ind_y // 180\n",
    "    _hough = np.zeros_like(hough, dtype=int)\n",
    "    _hough[rhos, thetas] = 255\n",
    "\n",
    "    return _hough\n",
    "\n",
    "\n",
    "vote_nms = non_maximum_suppression_hough_lines(vote)\n",
    "\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.title(\"input\")\n",
    "plt.imshow(img_thorino)\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.title(\"vote\")\n",
    "plt.imshow(vote_nms)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2538399a-8747-442d-bcb8-d1ff99e8a1e0",
   "metadata": {},
   "source": [
    "# Q.46. Hough変換・直線検出 (Step.3) Hough逆変換\n",
    "\n",
    "ここではQ.45.で得られた極大値をHough逆変換をして直線を描画する。これで、Hough変換による直線検出が完了する。\n",
    "\n",
    "アルゴリズムは、\n",
    "\n",
    "極大点(r, t)を次式で逆変換する。\n",
    "- y = - cos(t) / sin(t) * x + r / sin(t)\n",
    "- x = - sin(t) / cos(t) * y + r / cos(t)\n",
    "\n",
    "1の逆変換を極大点ごとにy = 0 - H-1, x = 0 - W-1 で行い、入力画像に検出した直線を描画せよ。 ただし、描画するのは赤線(R,G,B) = (255, 0, 0)とする。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "13833ef1-b4f3-4cf1-a163-38e180fb12f9",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def inverse_hough(hough, img):\n",
    "    H, W, _ = img.shape\n",
    "    rho_max, _ = hough.shape\n",
    "\n",
    "    out = img.copy()\n",
    "\n",
    "    # get x, y index of hough table\n",
    "    ind_x = np.argsort(hough.ravel())[::-1][:20]\n",
    "    ind_y = ind_x.copy()\n",
    "    thetas = ind_x % 180\n",
    "    rhos = ind_y // 180 - rho_max / 2\n",
    "\n",
    "    # each theta and rho\n",
    "    for theta, rho in zip(thetas, rhos):\n",
    "        # theta[radian] -> angle[degree]\n",
    "        t = np.pi / 180. * theta\n",
    "\n",
    "        # hough -> (x,y)\n",
    "        for x in range(W):\n",
    "            if np.sin(t) != 0:\n",
    "                y = - (np.cos(t) / np.sin(t)) * x + (rho) / np.sin(t)\n",
    "                y = int(y)\n",
    "                if y >= H or y < 0:\n",
    "                    continue\n",
    "                out[y, x] = [255, 0, 0]\n",
    "        for y in range(H):\n",
    "            if np.cos(t) != 0:\n",
    "                x = - (np.sin(t) / np.cos(t)) * y + (rho) / np.cos(t)\n",
    "                x = int(x)\n",
    "                if x >= W or x < 0:\n",
    "                    continue\n",
    "                out[y, x] = [255, 0, 0]\n",
    "\n",
    "    out = out.astype(np.uint8)\n",
    "\n",
    "    return out\n",
    "\n",
    "\n",
    "out = inverse_hough(vote_nms, img_thorino)\n",
    "\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.title(\"input\")\n",
    "plt.imshow(img_thorino)\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.title(\"hough\")\n",
    "plt.imshow(out)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "355d2513-9f31-49e7-ba2b-56e06e399c8b",
   "metadata": {},
   "source": [
    "# Q.47. モルフォロジー処理(膨張)\n",
    "\n",
    "Morphology Dilate\n",
    "\n",
    "imori.jpgを大津の二値化したものに、モルフォロジー処理による膨張を2回行え。\n",
    "\n",
    "モルフォロジー処理とは二値化画像の白(255)マス部分を4近傍(上下左右1マス)に膨張、または1マスだけ収縮させる処理をいう。\n",
    "\n",
    "この膨張と収縮を何度も繰り返すことで1マスだけに存在する白マスを消したり(Q.49. オープニング処理)、本来つながってほしい白マスを結合させたりできる(Q.50. クロージング処理)。\n",
    "\n",
    "モルフォロジー処理の膨張(Dilation)アルゴリズムは、 注目画素I(x, y)=0で、I(x, y-1), I(x-1, y), I(x+1, y), I(x, y+1)のどれか一つが255なら、I(x, y) = 255 とする。\n",
    "\n",
    "<img src=\"images/morphology_erode.png\" width=200>\n",
    "\n",
    "つまり、上の処理を2回行えば2マス分膨張できることになる。\n",
    "\n",
    "モルフォロジー処理の実装は例えば、[[0,1,0], [1,0,1], [0,1,0]] のフィルタを掛けた和が255以上なら膨張である、と考えることもできる。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a95738f4-2d65-471d-8dcf-351eafef0672",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def morphology_erode(img, repeat=1):\n",
    "    h, w = img.shape\n",
    "    out = img.copy()\n",
    "\n",
    "    # kernel\n",
    "    mf = np.array(((0, 1, 0),\n",
    "                (1, 0, 1),\n",
    "                (0, 1, 0)), dtype=int)\n",
    "\n",
    "    # each erode\n",
    "    for i in range(repeat):\n",
    "        tmp = np.pad(out, (1, 1), 'edge')\n",
    "        # erode\n",
    "        for y in range(1, h + 1):\n",
    "            for x in range(1, w + 1):\n",
    "                if np.sum(mf * tmp[y-1:y+2, x-1:x+2]) < 255*4:\n",
    "                    out[y-1, x-1] = 0\n",
    "\n",
    "    return out\n",
    "\n",
    "_, otsu = cv2.threshold(img_gray, 0, 255, cv2.THRESH_BINARY+cv2.THRESH_OTSU)\n",
    "# Morphology - dilate\n",
    "out = morphology_erode(otsu, repeat=2)\n",
    "\n",
    "plt.subplot(1, 3, 1)\n",
    "plt.title(\"input\")\n",
    "plt.imshow(img_orig)\n",
    "plt.subplot(1, 3, 2)\n",
    "plt.title(\"otsu binary\")\n",
    "plt.imshow(otsu, cmap=\"gray\")\n",
    "plt.subplot(1, 3, 3)\n",
    "plt.title(\"erode\")\n",
    "plt.imshow(out, cmap=\"gray\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd3156c1-606b-4643-b04f-e687f6b6f371",
   "metadata": {},
   "source": [
    "# Q.48. モルフォロジー処理(収縮)\n",
    "\n",
    "imori.jpgを大津の二値化したものに、モルフォロジー処理による収縮を2回行え。\n",
    "\n",
    "モルフォロジー処理の収縮(Erosion)アルゴリズムは、 注目画素I(x, y)=255で、I(x, y-1), I(x-1, y), I(x+1, y), I(x, y+1)のどれか一つでも0なら、I(x, y) = 0 とする。\n",
    "\n",
    "収縮処理は例えば、[[0,1,0], [1,0,1], [0,1,0]] のフィルタを掛けた和が255*4未満なら収縮である、と考えることもできる。\n",
    "\n",
    "<img src=\"images/morphology_dilate.png\" width=200>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "319d1f1f-2b35-400c-9688-39a662aa500f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def morphology_dilate(img, repeat=1):\n",
    "    h, w = img.shape\n",
    "\n",
    "    # kernel\n",
    "    mf = np.array(((0, 1, 0),\n",
    "                (1, 0, 1),\n",
    "                (0, 1, 0)), dtype=int)\n",
    "\n",
    "    # each dilate time\n",
    "    out = img.copy()\n",
    "    for i in range(repeat):\n",
    "        tmp = np.pad(out, (1, 1), 'edge')\n",
    "        for y in range(1, h+1):\n",
    "            for x in range(1, w+1):\n",
    "                if np.sum(mf * tmp[y-1:y+2, x-1:x+2]) >= 255:\n",
    "                    out[y-1, x-1] = 255\n",
    "\n",
    "    return out\n",
    "\n",
    "\n",
    "_, otsu = cv2.threshold(img_gray, 0, 255, cv2.THRESH_BINARY+cv2.THRESH_OTSU)\n",
    "# Morphology - dilate\n",
    "out = morphology_dilate(otsu, repeat=2)\n",
    "\n",
    "plt.subplot(1, 3, 1)\n",
    "plt.title(\"input\")\n",
    "plt.imshow(img_orig)\n",
    "plt.subplot(1, 3, 2)\n",
    "plt.title(\"otsu binary\")\n",
    "plt.imshow(otsu, cmap=\"gray\")\n",
    "plt.subplot(1, 3, 3)\n",
    "plt.title(\"dilate\")\n",
    "plt.imshow(out, cmap=\"gray\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "67cde66b-78c7-4179-b058-98a8819f1520",
   "metadata": {},
   "source": [
    "# Q.49. オープニング処理\n",
    "大津の二値化後に、オープニング処理(N=1)を行え。\n",
    "\n",
    "オープニング処理とは、モルフォロジー処理の収縮をN回行った後に膨張をN回行う処理である。\n",
    "\n",
    "<img src=\"images/morphology_opening.png\" width=400>\n",
    "\n",
    "オープニング処理により、一つだけ余分に存在する画素などを削除できる。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "f4ad19a4-c30d-400d-a3c3-4fff74d48548",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "time = 1\n",
    "out = morphology_dilate(otsu, repeat=time)\n",
    "out = morphology_erode(out, repeat=time)\n",
    "\n",
    "plt.subplot(1, 3, 1)\n",
    "plt.title(\"input\")\n",
    "plt.imshow(img_orig)\n",
    "plt.subplot(1, 3, 2)\n",
    "plt.title(\"otsu binary\")\n",
    "plt.imshow(otsu, cmap=\"gray\")\n",
    "plt.subplot(1, 3, 3)\n",
    "plt.title(\"opening\")\n",
    "plt.imshow(out, cmap=\"gray\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d74cd43-fdc1-4c1c-92b7-0d22fb75ac26",
   "metadata": {},
   "source": [
    "# Q.50. クロージング処理\n",
    "\n",
    "Canny検出した後に、クロージング処理(N=1)を行え。\n",
    "\n",
    "クロージング処理とは、モルフォロジー処理の膨張をN回行った後に収縮をN回行う処理である。\n",
    "\n",
    "<img src=\"images/morphology_closing.png\" width=400>\n",
    "\n",
    "クロージング処理により、途中で途切れた画素を結合することができる。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "893fc27f-53d4-4ae1-9116-b378be0ee83c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "time = 1\n",
    "out = morphology_erode(otsu, repeat=time)\n",
    "out = morphology_dilate(out, repeat=time)\n",
    "\n",
    "\n",
    "plt.subplot(1, 3, 1)\n",
    "plt.title(\"input\")\n",
    "plt.imshow(img_orig)\n",
    "plt.subplot(1, 3, 2)\n",
    "plt.title(\"otsu binary\")\n",
    "plt.imshow(otsu, cmap=\"gray\")\n",
    "plt.subplot(1, 3, 3)\n",
    "plt.title(\"closing\")\n",
    "plt.imshow(out, cmap=\"gray\")\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
